White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), 1:2 observation:pseudo-absence ratio, Full extent, all covariates (u and v become vel_mag), evaluated using true skill statistic (tss)
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9377163 | 0.9311828 | 0.9889799 | 0.9291759 |
| bt | 0.8615917 | 0.9639587 | 0.9259995 | 0.7029104 |
| maxnet | 0.6632065 | 0.9653945 | 0.7730891 | 0.4331560 |
| gam | NA | NA | NA | 0.4830036 |
| glm | NA | NA | NA | 0.4189326 |
Variable Importance
